Mr Nurudern, of no fixed address, is standing trial on a two-count charge of stealing and conspiracy.
The case was adjourned until March 13 for further hearing.
The defendants pleaded not guilty to the charge.
He said the offences contravened Sections 411,415 and 516 of the Criminal Code, Laws of Ogun, 2006.
On Monday, two men, Wale Fatai, 32, and Deji Oyemomilara, 25, were accused of threatening to kill a CDA chairman.
The prosecutor said the former lawmaker conducted himself in a manner likely to cause a breach of peace by mounting an attack which disrupted the law-making process in the assembly.
A 19-year-old man, Ibrahim Yaya, is facing criminal charges for stealing a TV and other valuables worth N4 million.
The defendant was admitted to N200,000 bail, with one surety in like sum.
In his ruling, Magistrate A.O. Adeyemi ordered the convicts to sweep the court premises for three months without an option of a fine.
Messrs Toba and Bamidele, aged 21 and 33 respectively, had pleaded guilty to a three-count charge of conspiracy, assault and breach of peace.
